{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, MINUTE_DB_NAME\n",
    "\n",
    "def runBacktesting(strategyClass, settingDict, symbol, \n",
    "                   startDate, endDate, slippage, \n",
    "                   rate, size, priceTick):\n",
    "    \"\"\"运行单标的回测\"\"\"\n",
    "    engine = BacktestingEngine()\n",
    "    engine.setBacktestingMode(engine.BAR_MODE)\n",
    "    engine.setDatabase(MINUTE_DB_NAME, symbol)\n",
    "    engine.setStartDate(startDate)\n",
    "    engine.setEndDate(endDate)\n",
    "    engine.setSlippage(slippage)\n",
    "    engine.setRate(rate)   \n",
    "    engine.setSize(size)         \n",
    "    engine.setPriceTick(priceTick)\n",
    "    \n",
    "    engine.initStrategy(strategyClass, settingDict)\n",
    "    engine.runBacktesting()\n",
    "    df = engine.calculateDailyResult()\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-01-07 17:18:45.507000\t开始载入数据\n",
      "2018-01-07 17:18:45.654000\t载入完成，数据量：348690\n",
      "2018-01-07 17:18:45.654000\t开始回测\n",
      "2018-01-07 17:18:45.694000\t策略初始化完成\n",
      "2018-01-07 17:18:45.694000\t策略启动完成\n",
      "2018-01-07 17:18:45.694000\t开始回放数据\n",
      "2018-01-07 17:19:17.327000\t数据回放结束\n",
      "2018-01-07 17:19:17.327000\t计算按日统计结果\n"
     ]
    }
   ],
   "source": [
    "# 运行IF回测，交易1手\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n",
    "df1 = runBacktesting(AtrRsiStrategy, {}, 'IF0000', \n",
    "                     '20120101', '20170630', 0.2, \n",
    "                     0.3/10000, 300, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-01-07 17:19:26.235000\t开始载入数据\n",
      "2018-01-07 17:19:26.396000\t载入完成，数据量：370838\n",
      "2018-01-07 17:19:26.396000\t开始回测\n",
      "2018-01-07 17:19:26.404000\t策略初始化完成\n",
      "2018-01-07 17:19:26.404000\t策略启动完成\n",
      "2018-01-07 17:19:26.404000\t开始回放数据\n",
      "2018-01-07 17:19:43.626000\t数据回放结束\n",
      "2018-01-07 17:19:43.627000\t计算按日统计结果\n"
     ]
    }
   ],
   "source": [
    "# 运行rb回测，交易16手\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy\n",
    "settingDict = {'fixedSize': 16}\n",
    "df2 = runBacktesting(BollChannelStrategy, settingDict, 'rb0000', \n",
    "                     '20120101', '20170630', 1, \n",
    "                     1/10000, 10, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-01-07 17:23:24.218000\t------------------------------\n",
      "2018-01-07 17:23:24.218000\t首个交易日：\t2012-01-11\n",
      "2018-01-07 17:23:24.218000\t最后交易日：\t2017-06-30\n",
      "2018-01-07 17:23:24.218000\t总交易日：\t1328\n",
      "2018-01-07 17:23:24.218000\t盈利交易日\t675\n",
      "2018-01-07 17:23:24.218000\t亏损交易日：\t653\n",
      "2018-01-07 17:23:24.218000\t起始资金：\t1000000\n",
      "2018-01-07 17:23:24.218000\t结束资金：\t2,495,104.82\n",
      "2018-01-07 17:23:24.218000\t总收益率：\t149.51\n",
      "2018-01-07 17:23:24.218000\t总盈亏：\t1,495,104.82\n",
      "2018-01-07 17:23:24.218000\t最大回撤: \t-151,844.23\n",
      "2018-01-07 17:23:24.218000\t总手续费：\t216,395.18\n",
      "2018-01-07 17:23:24.218000\t总滑点：\t556,780.0\n",
      "2018-01-07 17:23:24.218000\t总成交金额：\t7,521,413,620.0\n",
      "2018-01-07 17:23:24.218000\t总成交笔数：\t8,168.0\n",
      "2018-01-07 17:23:24.218000\t日均盈亏：\t1,125.83\n",
      "2018-01-07 17:23:24.218000\t日均手续费：\t162.95\n",
      "2018-01-07 17:23:24.218000\t日均滑点：\t419.26\n",
      "2018-01-07 17:23:24.218000\t日均成交金额：\t5,663,715.08\n",
      "2018-01-07 17:23:24.218000\t日均成交笔数：\t6.15\n",
      "2018-01-07 17:23:24.218000\t日均收益率：\t0.07%\n",
      "2018-01-07 17:23:24.218000\t收益标准差：\t0.97%\n",
      "2018-01-07 17:23:24.218000\tSharpe Ratio：\t1.11\n"
     ]
    },
    {
     "data": {
      "image/png": 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EYmNj0el0JJ3b1HDatGmMGzcOi8VCREQEISEhAISFhREdHY2maSQmJgIwevRo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Dwi5YmmNdK9e3fOOuusFq/HTrdu3bjkkktSxyu3CIxmOH6mGDPDys7l3ZxAyzU0BXNmWhS7ExgD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1543a7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 合并获得组合回测结果\n",
    "dfp = df1 + df2\n",
    "\n",
    "# 注意如果被抛弃的交易日位于回测的前后，即两者不重合的日期中，则不会影响组合曲线正确性\n",
    "# 但是如果被抛弃的交易日位于回测的中部，即两者重合的日期中，组合曲线会出现错误（丢失交易日）\n",
    "dfp = dfp.dropna()   \n",
    "\n",
    "# 创建回测引擎，并设置组合回测初始资金后，显示结果\n",
    "engine = BacktestingEngine()\n",
    "engine.setCapital(1000000)\n",
    "dfp, result = engine.calculateDailyStatistics(dfp)\n",
    "engine.showDailyResult(dfp, result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-01-07 17:24:26.175000\t------------------------------\n",
      "2018-01-07 17:24:26.175000\t首个交易日：\t2012-01-11\n",
      "2018-01-07 17:24:26.175000\t最后交易日：\t2017-06-30\n",
      "2018-01-07 17:24:26.175000\t总交易日：\t1328\n",
      "2018-01-07 17:24:26.175000\t盈利交易日\t648\n",
      "2018-01-07 17:24:26.175000\t亏损交易日：\t679\n",
      "2018-01-07 17:24:26.175000\t起始资金：\t1000000\n",
      "2018-01-07 17:24:26.175000\t结束资金：\t1,815,424.82\n",
      "2018-01-07 17:24:26.175000\t总收益率：\t81.54\n",
      "2018-01-07 17:24:26.175000\t总盈亏：\t815,424.82\n",
      "2018-01-07 17:24:26.175000\t最大回撤: \t-193,351.02\n",
      "2018-01-07 17:24:26.175000\t总手续费：\t216,395.18\n",
      "2018-01-07 17:24:26.175000\t总滑点：\t450,060.0\n",
      "2018-01-07 17:24:26.175000\t总成交金额：\t7,213,172,820.0\n",
      "2018-01-07 17:24:26.175000\t总成交笔数：\t7,501.0\n",
      "2018-01-07 17:24:26.175000\t日均盈亏：\t614.02\n",
      "2018-01-07 17:24:26.176000\t日均手续费：\t162.95\n",
      "2018-01-07 17:24:26.176000\t日均滑点：\t338.9\n",
      "2018-01-07 17:24:26.176000\t日均成交金额：\t5,431,606.04\n",
      "2018-01-07 17:24:26.176000\t日均成交笔数：\t5.65\n",
      "2018-01-07 17:24:26.176000\t日均收益率：\t0.05%\n",
      "2018-01-07 17:24:26.176000\t收益标准差：\t1.07%\n",
      "2018-01-07 17:24:26.176000\tSharpe Ratio：\t0.66\n"
     ]
    },
    {
     "data": {
      "image/png": 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jR6BSpeJ/n5dflvqBf/wh+716ybZhw+J/b6XckQaBSimlXOrvv6Fy5eJ9jxdf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vZQHEpaBOZyAr1er+wG3+v8HcglAi8A/tUjIxHhYJETmEhEChKBY8YMB/YmXTzzYmRcXE477TRe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VZ1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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1498ad30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "engine = BacktestingEngine()\n",
    "engine.setCapital(1000000)\n",
    "df1, result = engine.calculateDailyStatistics(df1)\n",
    "engine.showDailyResult(df1, result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
